In this work, we focus on representation learning for the unsupervised learning task of clustering images. Clustering is an ubiquitous task and it has been actively used in many different scientific and practical pursuits [1]}, [2]}, [3]}, [4]}. These clustering algorithms do not learn the representations and are hence limited to data for which we have a good representation available.
